Stochastic simulation of pattern formation in growing tissue: a multilevel approach
Interesting paper, Keywords: Reaction-diffusion master equation, Discrete Laplacian cell mechanics, Single cell model, Cell population model, Notch signaling pathway https://arxiv.org/pdf/1802.01039.pdf
What-IF tool
What If… you could inspect a machine learning model, with no coding required? https://pair-code.github.io/what-if-tool/index.html#demos
A unified, mechanistic framework for developmental and evolutionary change
A unified, mechanistic framework for developmental and evolutionary change http://arxiv.org/abs/1809.02331v1 #lib_arXiv
A quantum-inspired classical algorithm for recommendation systems
This preprint shows that Kerenidis and Prakash’s quantum machine learning (QML) algorithm, one of the strongest candidates for provably exponential speedups in QML, does not in fact give an exponential speedup over classical algorithms. https://arxiv.org/pdf/1807.04271.pdf
Variational Option Discovery Algorithms
Paper Abstract: “We explore methods for option discovery based on variational inference and make two algorithmic contributions. First: we highlight a tight connection between variational option discovery methods and variational autoencoders, and introduce Variational Autoencoding Learning of Options by Reinforcement (VALOR), a new method derived from the connection. In VALOR, the policy encodes contexts from…
What’s New in Deep Learning Research: Reinforcement Learning with Infinite Agents Using Mean Field Games
towardsdatascience.com/whats-new-in-deep-learning-research-reinforcement-learning-with-infinite-agents-using-mean-field-65044838905d
Nature review-epigenetics
Techniques that interrogate DNA methylation, histone modifications or chromatin conformations are enabling unprecedented analyses of epigenomes, including at the single-cell level. The articles in this series discuss insights into chromatin biology and the components and mechanisms of diverse epigenetic processes in health and disease, from fundamental roles in gene regulation to broader biological phenomena such…
